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TECHNOLOGY

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Engineering the Physical Layer for AI

Graphibre is developing an adaptive vibration-isolation architecture designed to improve the quality of physical-world data entering sensing and AI systems. The approach combines responsive materials, engineered fluid interaction, lightweight composite structures, physical sensing and, ultimately, adaptive control within an integrated mechanical system.

The development programme investigates how material behaviour, geometry and sensing can work together to reduce unwanted vibration at the physical interface between the environment and the sensor. Rather than relying solely on downstream software to compensate for degraded measurements, Graphibre is exploring how the physical conditions under which data is acquired can themselves be controlled.

01 — Shear-Thickening Materials

Graphibre uses shear-thickening material behaviour as the responsive damping layer within the isolation architecture. Under changing mechanical conditions, the material can transition towards increased resistance to deformation, providing a means of dissipating vibration without relying solely on conventional fixed-stiffness isolation.

The development programme is investigating how formulation, concentration and operating conditions influence this response, and how those material properties interact with the surrounding mechanical geometry. The objective is not simply to use a shear-thickening fluid as a damping medium, but to engineer the material and structure as an integrated vibration-isolation system.

02 — Engineered Fluid Interfaces

Graphibre’s vibration-isolation architecture uses engineered fluid interfaces to influence how shear-thickening materials respond to mechanical movement. The interaction between the damping medium and the surrounding structural geometry is a central element of the technology, allowing material behaviour and mechanical design to be investigated as an integrated system.

The development programme examines how fluid confinement, interacting surfaces, annular geometry and controlled relative movement influence vibration transmission, energy dissipation and dynamic response. Particular attention is given to how changes in interface geometry and operating conditions affect performance across different vibration frequencies and amplitudes.

The objective is to develop an isolation architecture in which material properties and engineered geometry work together, providing a foundation for subsequent optimisation, sensing and adaptive control.

03 — Conductive Nanomaterials

Graphibre is investigating the integration of graphene and other conductive nanomaterials within its shear-thickening material system. These materials offer potential opportunities to influence the mechanical and electrical properties of the damping medium, extending the investigation beyond conventional fluid-based vibration isolation.

The development programme examines how nanomaterial selection, dispersion, concentration and interactions with the carrier medium affect material behaviour, electrical conductivity and repeatability. Particular attention is given to whether conductive networks can provide measurable responses to changing mechanical conditions, supporting future sensing and control functions.

The objective is to establish whether conductive nanomaterials can contribute to a multifunctional isolation architecture in which mechanical damping, physical sensing and adaptive control may ultimately operate together. These capabilities remain subject to experimental validation.

04 — Composite Architecture

Graphibre’s vibration-isolation architecture integrates lightweight composite structures with engineered fluid interfaces and responsive materials. Carbon-fibre composite components provide a structural foundation for the isolation system, supporting the development of compact assemblies intended for applications where mass, stiffness and dimensional stability are important design considerations.

The development programme investigates how composite material selection, structural configuration, mechanical interfaces and manufacturing methods influence the behaviour of the integrated system. Particular attention is given to the interaction between structural stiffness, relative movement and fluid response, together with the repeatability and manufacturability of the resulting components.

The objective is to develop a lightweight, modular architecture that can be configured for different sensing applications while maintaining controlled mechanical behaviour and supporting future integration of embedded sensors and adaptive control. The design approach also considers potential pathways from laboratory prototypes towards repeatable, scalable manufacturing.

05 — Physical Sensing

Graphibre’s development programme incorporates physical sensing and measurement to investigate how vibration is transmitted through the isolation architecture. The approach combines accelerometers, rotational-speed measurements, temperature monitoring and other relevant instrumentation to characterise the dynamic behaviour of the system under controlled experimental conditions.

The experimental methodology compares vibration input and transmitted response across a series of progressively developed test rigs. Time-domain measurements and frequency-domain analysis, including Fast Fourier Transform (FFT) techniques, are intended to identify changes in vibration amplitude, frequency response and transmission characteristics. These measurements provide a basis for evaluating the influence of material formulation, structural geometry and operating conditions.

The objective is to establish a repeatable, evidence-based validation framework that can distinguish the contributions of individual design elements and support subsequent engineering optimisation. The resulting measurement data is also intended to provide the foundation for future adaptive control, enabling the system to respond to measured physical conditions rather than relying exclusively on predetermined mechanical characteristics.

06 — Adaptive Isolation

Graphibre’s longer-term development objective is to progress from material-responsive vibration isolation towards an adaptive system capable of responding to changing mechanical and environmental conditions. This approach combines the inherent response of shear-thickening materials with physical sensing, controllable system parameters and feedback-based control within an integrated mechanical architecture.

The proposed adaptive architecture would use measurements of vibration, movement and operating conditions to assess the behaviour of the isolation system. Sensor data could be processed through control algorithms to determine whether adjustments to the system’s operating characteristics are required. Potential control strategies include conventional feedback methods and, where justified by experimental evidence, machine-learning techniques capable of identifying relationships between operating conditions, system configuration and vibration transmission.

The objective is to develop a closed-loop isolation system capable of measuring its response, evaluating performance against defined operating targets and adjusting its behaviour accordingly. This represents a planned development stage beyond the initial passive and material-responsive proof of concept. Its technical feasibility, control effectiveness and performance benefits will be established through progressive experimental validation.

From Material Response to Physical AI

Graphibre’s technology development brings together six interconnected elements: shear-thickening materials, engineered fluid interfaces, conductive nanomaterials, composite architecture, physical sensing and adaptive isolation. Each contributes to the longer-term objective of improving the physical conditions under which sensors acquire data.

Conventional sensing systems frequently rely on mechanical isolation and downstream signal processing to manage vibration-induced measurement errors. Graphibre is investigating a complementary approach in which the physical interface between the environment and the sensor becomes an active part of the data-quality strategy. By combining responsive materials with measurement and, ultimately, controlled mechanical adaptation, the architecture aims to address unwanted vibration closer to its source.

The proposed Physical AI approach follows a continuous feedback process:

Sense → Interpret → Decide → Adapt → Remeasure

Physical sensors measure vibration and operating conditions. Control algorithms interpret these measurements against defined performance objectives and determine whether an adjustment is required. The isolation system then modifies its response through an appropriate control mechanism, while subsequent measurements provide feedback on the effectiveness of that adjustment.

The longer-term objective is to create an adaptive physical interface that can respond to changing operating environments and help maintain the quality of sensor measurements. This progression from material response to closed-loop control remains a development objective, with each stage requiring experimental validation before performance claims can be established.

Development Platform — Three Progressive Test Rigs

Graphibre’s development programme follows a staged experimental approach designed to establish the contribution of individual materials, structural elements and control mechanisms to vibration-isolation performance. Three progressively developed test rigs provide the foundation for comparative measurement, technical validation and subsequent system optimisation.

01 — Control Rig

The control rig establishes a baseline against which subsequent Graphibre configurations can be evaluated. It incorporates the core mechanical arrangement with a conventional polyethylene glycol (PEG 400) fluid medium, without graphene or shear-thickening additives.

This configuration provides a reference for measuring vibration transmission and structural response under defined operating conditions. Its purpose is to distinguish the behaviour of the underlying mechanical assembly from the additional effects introduced by the Graphibre material system.

02 — Graphibre Development Rig

The second rig introduces the graphene-enhanced shear-thickening material system within the engineered isolation architecture. It is intended to investigate how the interaction between responsive materials, fluid confinement and structural geometry influences vibration transmission.

Comparative testing against the control rig will examine changes in vibration amplitude, frequency response and dynamic behaviour across defined operating conditions. The resulting measurements will support the evaluation of material effectiveness, design parameters and experimental repeatability.

This stage focuses on material and mechanical behaviour without incorporating active electronic control.

03 — Adaptive Graphibre Rig

The third rig is intended to extend the experimental platform by incorporating additional sensing, conductive interfaces and electronically controlled elements.

The proposed configuration will investigate whether measured physical conditions can be used to influence the behaviour of the isolation system through feedback-based control. This stage will provide a platform for evaluating control strategies, including the potential application of machine-learning techniques where supported by experimental evidence.

The objective is to investigate the technical feasibility of a closed-loop adaptive isolation architecture, rather than to assume that active control will necessarily improve performance.

Comparative Validation

All three configurations are intended to be evaluated using a consistent measurement methodology, including controlled vibration input, accelerometer measurements, rotational-speed monitoring and frequency-domain analysis.

The programme aims to establish measurable differences between the baseline, material-responsive and adaptive configurations, providing the evidence required to guide further engineering development and potential commercial applications.

Technology Development Objectives

Graphibre’s immediate development priority is to establish experimental evidence for the proposed vibration-isolation architecture. The programme is focused on understanding how responsive materials, engineered fluid interfaces and lightweight composite structures interact under controlled mechanical conditions, and whether their combined behaviour offers measurable advantages over the baseline configuration.

The principal development objectives are to establish repeatable material behaviour, quantify vibration transmission across relevant operating conditions, identify influential design parameters and assess the practicality of manufacturing consistent structural assemblies. Experimental findings will guide successive design iterations and determine which configurations warrant further investigation.

Beyond the initial proof of concept, Graphibre intends to evaluate the integration of physical sensing, electronically controlled elements and feedback-based adaptation. Progression towards a fully adaptive system will depend on demonstrated technical feasibility, measurable performance improvements and the suitability of the architecture for specific sensing applications.

The longer-term ambition is to develop a lightweight, configurable vibration-isolation platform for applications in which the integrity of physical-world measurements is critical, including airborne sensing, robotics, machine vision and precision instrumentation.

Graphibre is currently at the experimental development stage. Performance characteristics, commercial suitability and adaptive functionality remain subject to validation.

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Our development programme is focused on producing scientifically validated, scalable technologies suitable for commercialisation through strategic industrial and research partnerships.

Graphibre develops advanced vibration-isolation technology combining graphene-enhanced shear-thickening fluids with lightweight composite structures. Our development programme focuses on improving physical-world data quality through controlled vibration isolation, sensing and adaptive engineering.

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Interested in Graphibre’s technology, research programme or potential applications? We welcome enquiries from industry, research organisations, investors and prospective development partners.

Contact Information

  • UK +44 7459 264240 / EU +32 477 30 66 38

  • info@graphibre.com

  • UK: Quantar Solutions Limited, 71–75 Shelton Street, Covent Garden, London WC2H 9JQ, United Kingdom; EU: Graphibre, Pécrot, Brabant Wallon, Belgium

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